{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from os import path\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from wordcloud import WordCloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "hadoop_mask = np.array(Image.open(path.join('./', \"66.png\")))\n",
    "text = \"hadoop spark python\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wc = WordCloud(background_color=\"white\", repeat=True, mask=hadoop_mask)\n",
    "wc.generate(text)\n",
    "\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(wc, interpolation=\"bilinear\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<wordcloud.wordcloud.WordCloud at 0x7d09d30>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wc.to_file(\"first.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
